Overview

This document tracks Beerio game statistics. Use the tabs on the left to browse between Game and Round data. A single Game consists of four Rounds, over which players must consume a 16 oz. beer or equivalent beverage. The last tracked games were 7 games played on Saturday, January 30, 2021 by Neil, Shawn, Chuck, and Steve.

Game Data

Scores and Events

This table contains scores and events for all logged games.

Beverages

Since beverage data recording began on Friday, May 22, 2020, we have consumed 736 Busch Lites. Assuming an average price of $17.99 for an 18 pack, we have consumed $735.59 in Busch Lite since beverage recording began. Assuming a Busch Lite is consumed in 90% of all rounds played to date, we can extrapolate this to 1629 Busch Lites valued at $1628.09 since score recording began on Friday, March 6, 2020.

The table below depicts a cross-tabulation of players by beverages.

Chuck Karly Kivan Neil Shawn Steve
Arnold Palmer Spiked 0 0 0 1 1 0
Avid DragonFruit 0 0 0 1 2 0
Bad Granny Cider 0 0 0 1 1 0
Bitburger 1 0 0 0 0 2
Bon Viv 2 0 0 5 20 0
Brightcider 0 0 0 0 2 0
Bud Light Platinum Seltzer 0 0 0 1 1 0
Bud Light Strawberita 0 0 0 0 4 0
Bud Seltzer 3 0 0 0 1 1
Busch Lite 122 0 0 320 243 51
Cancer 0 0 0 1 1 0
Carona 12oz 0 0 2 0 0 0
Carona Premier 1 0 0 0 0 0
Cayman Jack 0 0 0 1 1 0
Coors Light 37 0 0 6 0 10
Eggenburg 3 0 0 0 0 0
Flying Embers Ginger 0 0 0 0 1 0
Flying Embers Pineapple 0 0 0 1 0 0
Golden State Hop Cider 0 0 0 1 1 0
Heiniken 12oz 0 0 2 0 0 0
Hop Valley Citrus Mistress 0 0 0 0 1 0
JD Country Cocktail 0 0 0 1 1 0
Keystone Light 0 0 2 0 0 0
Kona Tropical Seltzer 0 0 0 1 1 0
Lawnmower 0 0 4 0 0 0
Michelob Organic Seltzer 0 0 0 1 1 0
Mike’s Harder 0 0 0 1 5 0
Mike’s Harder Strawberry 0 0 0 1 0 0
Modello Chelada Lime 0 0 0 1 0 0
Modello Chelada Tamarin 0 0 0 0 1 0
Montucky 1 0 0 0 0 0
MXD Long Island Iced Tea 0 0 0 1 1 0
MXD Margarta 0 0 0 1 1 0
Natrual Light Selzter 0 0 0 4 4 0
Natty Rush 0 0 0 1 1 0
Outcider 0 0 0 0 3 0
Pabst Seltzer 0 0 0 2 2 0
Paulaner Grapefruit Radler 58 0 0 0 0 34
Portland Cider Company 0 0 0 1 0 0
Praga 1 0 0 0 0 0
Prarie Seltzer 0 0 0 0 0 1
Pub Beer 5 0 0 0 0 5
Rainier 5 0 0 0 0 2
Rainier Light 1 0 0 0 0 1
Redd’s Wicked Apple 0 0 0 0 1 0
Reeds Ginger Mule 0 0 0 4 4 0
San Juan Seltzer 1 0 0 0 0 0
Schilling Hard Cider 0 0 0 1 1 0
Schofferhofer 37 0 0 0 0 24
Seven Peaks Seltzer 0 0 0 1 1 0
Smirnoff Ice Smash 0 0 0 1 1 0
Sparx 0 0 0 1 1 0
StA Amber 0 0 1 0 0 0
Stiegl Lemon Radler 1 0 0 0 0 0
Stiegl Radler 9 0 0 0 0 3
Stiegl Raspberry Radler 1 0 0 0 0 0
Truly Lemonade 0 0 0 1 1 0
Truly Seltzer 0 0 0 1 1 0
TW Beer Mix 1 0 0 0 0 0
Valentine 0 0 0 0 0 9
Vizzy Seltzer 0 0 0 1 1 0
Water 3 16 2 0 0 25
Whisky 0 0 0 0 0 1
White Claw Seltzer 2 0 0 8 14 1
Wild Basin Seltzer 0 0 0 1 1 0
Wine 0 0 0 0 0 1
Chuck Karly Kivan Neil Shawn Steve Total n
Arnold Palmer Spiked 0.0 0.0 0.0 50.0 50.0 0.0 100 2
Avid DragonFruit 0.0 0.0 0.0 33.3 66.7 0.0 100 3
Bad Granny Cider 0.0 0.0 0.0 50.0 50.0 0.0 100 2
Bitburger 33.3 0.0 0.0 0.0 0.0 66.7 100 3
Bon Viv 7.4 0.0 0.0 18.5 74.1 0.0 100 27
Brightcider 0.0 0.0 0.0 0.0 100.0 0.0 100 2
Bud Light Platinum Seltzer 0.0 0.0 0.0 50.0 50.0 0.0 100 2
Bud Light Strawberita 0.0 0.0 0.0 0.0 100.0 0.0 100 4
Bud Seltzer 60.0 0.0 0.0 0.0 20.0 20.0 100 5
Busch Lite 16.6 0.0 0.0 43.5 33.0 6.9 100 736
Cancer 0.0 0.0 0.0 50.0 50.0 0.0 100 2
Carona 12oz 0.0 0.0 100.0 0.0 0.0 0.0 100 2
Carona Premier 100.0 0.0 0.0 0.0 0.0 0.0 100 1
Cayman Jack 0.0 0.0 0.0 50.0 50.0 0.0 100 2
Coors Light 69.8 0.0 0.0 11.3 0.0 18.9 100 53
Eggenburg 100.0 0.0 0.0 0.0 0.0 0.0 100 3
Flying Embers Ginger 0.0 0.0 0.0 0.0 100.0 0.0 100 1
Flying Embers Pineapple 0.0 0.0 0.0 100.0 0.0 0.0 100 1
Golden State Hop Cider 0.0 0.0 0.0 50.0 50.0 0.0 100 2
Heiniken 12oz 0.0 0.0 100.0 0.0 0.0 0.0 100 2
Hop Valley Citrus Mistress 0.0 0.0 0.0 0.0 100.0 0.0 100 1
JD Country Cocktail 0.0 0.0 0.0 50.0 50.0 0.0 100 2
Keystone Light 0.0 0.0 100.0 0.0 0.0 0.0 100 2
Kona Tropical Seltzer 0.0 0.0 0.0 50.0 50.0 0.0 100 2
Lawnmower 0.0 0.0 100.0 0.0 0.0 0.0 100 4
Michelob Organic Seltzer 0.0 0.0 0.0 50.0 50.0 0.0 100 2
Mike’s Harder 0.0 0.0 0.0 16.7 83.3 0.0 100 6
Mike’s Harder Strawberry 0.0 0.0 0.0 100.0 0.0 0.0 100 1
Modello Chelada Lime 0.0 0.0 0.0 100.0 0.0 0.0 100 1
Modello Chelada Tamarin 0.0 0.0 0.0 0.0 100.0 0.0 100 1
Montucky 100.0 0.0 0.0 0.0 0.0 0.0 100 1
MXD Long Island Iced Tea 0.0 0.0 0.0 50.0 50.0 0.0 100 2
MXD Margarta 0.0 0.0 0.0 50.0 50.0 0.0 100 2
Natrual Light Selzter 0.0 0.0 0.0 50.0 50.0 0.0 100 8
Natty Rush 0.0 0.0 0.0 50.0 50.0 0.0 100 2
Outcider 0.0 0.0 0.0 0.0 100.0 0.0 100 3
Pabst Seltzer 0.0 0.0 0.0 50.0 50.0 0.0 100 4
Paulaner Grapefruit Radler 63.0 0.0 0.0 0.0 0.0 37.0 100 92
Portland Cider Company 0.0 0.0 0.0 100.0 0.0 0.0 100 1
Praga 100.0 0.0 0.0 0.0 0.0 0.0 100 1
Prarie Seltzer 0.0 0.0 0.0 0.0 0.0 100.0 100 1
Pub Beer 50.0 0.0 0.0 0.0 0.0 50.0 100 10
Rainier 71.4 0.0 0.0 0.0 0.0 28.6 100 7
Rainier Light 50.0 0.0 0.0 0.0 0.0 50.0 100 2
Redd’s Wicked Apple 0.0 0.0 0.0 0.0 100.0 0.0 100 1
Reeds Ginger Mule 0.0 0.0 0.0 50.0 50.0 0.0 100 8
San Juan Seltzer 100.0 0.0 0.0 0.0 0.0 0.0 100 1
Schilling Hard Cider 0.0 0.0 0.0 50.0 50.0 0.0 100 2
Schofferhofer 60.7 0.0 0.0 0.0 0.0 39.3 100 61
Seven Peaks Seltzer 0.0 0.0 0.0 50.0 50.0 0.0 100 2
Smirnoff Ice Smash 0.0 0.0 0.0 50.0 50.0 0.0 100 2
Sparx 0.0 0.0 0.0 50.0 50.0 0.0 100 2
StA Amber 0.0 0.0 100.0 0.0 0.0 0.0 100 1
Stiegl Lemon Radler 100.0 0.0 0.0 0.0 0.0 0.0 100 1
Stiegl Radler 75.0 0.0 0.0 0.0 0.0 25.0 100 12
Stiegl Raspberry Radler 100.0 0.0 0.0 0.0 0.0 0.0 100 1
Truly Lemonade 0.0 0.0 0.0 50.0 50.0 0.0 100 2
Truly Seltzer 0.0 0.0 0.0 50.0 50.0 0.0 100 2
TW Beer Mix 100.0 0.0 0.0 0.0 0.0 0.0 100 1
Valentine 0.0 0.0 0.0 0.0 0.0 100.0 100 9
Vizzy Seltzer 0.0 0.0 0.0 50.0 50.0 0.0 100 2
Water 6.5 34.8 4.3 0.0 0.0 54.3 100 46
Whisky 0.0 0.0 0.0 0.0 0.0 100.0 100 1
White Claw Seltzer 8.0 0.0 0.0 32.0 56.0 4.0 100 25
Wild Basin Seltzer 0.0 0.0 0.0 50.0 50.0 0.0 100 2
Wine 0.0 0.0 0.0 0.0 0.0 100.0 100 1
All 24.6 1.3 1.1 31.3 27.4 14.3 100 1198
Chuck Karly Kivan Neil Shawn Steve All
Arnold Palmer Spiked 0.0 0 0.0 0.3 0.3 0.0 0.2
Avid DragonFruit 0.0 0 0.0 0.3 0.6 0.0 0.3
Bad Granny Cider 0.0 0 0.0 0.3 0.3 0.0 0.2
Bitburger 0.3 0 0.0 0.0 0.0 1.2 0.3
Bon Viv 0.7 0 0.0 1.3 6.1 0.0 2.3
Brightcider 0.0 0 0.0 0.0 0.6 0.0 0.2
Bud Light Platinum Seltzer 0.0 0 0.0 0.3 0.3 0.0 0.2
Bud Light Strawberita 0.0 0 0.0 0.0 1.2 0.0 0.3
Bud Seltzer 1.0 0 0.0 0.0 0.3 0.6 0.4
Busch Lite 41.4 0 0.0 85.3 74.1 29.8 61.4
Cancer 0.0 0 0.0 0.3 0.3 0.0 0.2
Carona 12oz 0.0 0 15.4 0.0 0.0 0.0 0.2
Carona Premier 0.3 0 0.0 0.0 0.0 0.0 0.1
Cayman Jack 0.0 0 0.0 0.3 0.3 0.0 0.2
Coors Light 12.5 0 0.0 1.6 0.0 5.8 4.4
Eggenburg 1.0 0 0.0 0.0 0.0 0.0 0.3
Flying Embers Ginger 0.0 0 0.0 0.0 0.3 0.0 0.1
Flying Embers Pineapple 0.0 0 0.0 0.3 0.0 0.0 0.1
Golden State Hop Cider 0.0 0 0.0 0.3 0.3 0.0 0.2
Heiniken 12oz 0.0 0 15.4 0.0 0.0 0.0 0.2
Hop Valley Citrus Mistress 0.0 0 0.0 0.0 0.3 0.0 0.1
JD Country Cocktail 0.0 0 0.0 0.3 0.3 0.0 0.2
Keystone Light 0.0 0 15.4 0.0 0.0 0.0 0.2
Kona Tropical Seltzer 0.0 0 0.0 0.3 0.3 0.0 0.2
Lawnmower 0.0 0 30.8 0.0 0.0 0.0 0.3
Michelob Organic Seltzer 0.0 0 0.0 0.3 0.3 0.0 0.2
Mike’s Harder 0.0 0 0.0 0.3 1.5 0.0 0.5
Mike’s Harder Strawberry 0.0 0 0.0 0.3 0.0 0.0 0.1
Modello Chelada Lime 0.0 0 0.0 0.3 0.0 0.0 0.1
Modello Chelada Tamarin 0.0 0 0.0 0.0 0.3 0.0 0.1
Montucky 0.3 0 0.0 0.0 0.0 0.0 0.1
MXD Long Island Iced Tea 0.0 0 0.0 0.3 0.3 0.0 0.2
MXD Margarta 0.0 0 0.0 0.3 0.3 0.0 0.2
Natrual Light Selzter 0.0 0 0.0 1.1 1.2 0.0 0.7
Natty Rush 0.0 0 0.0 0.3 0.3 0.0 0.2
Outcider 0.0 0 0.0 0.0 0.9 0.0 0.3
Pabst Seltzer 0.0 0 0.0 0.5 0.6 0.0 0.3
Paulaner Grapefruit Radler 19.7 0 0.0 0.0 0.0 19.9 7.7
Portland Cider Company 0.0 0 0.0 0.3 0.0 0.0 0.1
Praga 0.3 0 0.0 0.0 0.0 0.0 0.1
Prarie Seltzer 0.0 0 0.0 0.0 0.0 0.6 0.1
Pub Beer 1.7 0 0.0 0.0 0.0 2.9 0.8
Rainier 1.7 0 0.0 0.0 0.0 1.2 0.6
Rainier Light 0.3 0 0.0 0.0 0.0 0.6 0.2
Redd’s Wicked Apple 0.0 0 0.0 0.0 0.3 0.0 0.1
Reeds Ginger Mule 0.0 0 0.0 1.1 1.2 0.0 0.7
San Juan Seltzer 0.3 0 0.0 0.0 0.0 0.0 0.1
Schilling Hard Cider 0.0 0 0.0 0.3 0.3 0.0 0.2
Schofferhofer 12.5 0 0.0 0.0 0.0 14.0 5.1
Seven Peaks Seltzer 0.0 0 0.0 0.3 0.3 0.0 0.2
Smirnoff Ice Smash 0.0 0 0.0 0.3 0.3 0.0 0.2
Sparx 0.0 0 0.0 0.3 0.3 0.0 0.2
StA Amber 0.0 0 7.7 0.0 0.0 0.0 0.1
Stiegl Lemon Radler 0.3 0 0.0 0.0 0.0 0.0 0.1
Stiegl Radler 3.1 0 0.0 0.0 0.0 1.8 1.0
Stiegl Raspberry Radler 0.3 0 0.0 0.0 0.0 0.0 0.1
Truly Lemonade 0.0 0 0.0 0.3 0.3 0.0 0.2
Truly Seltzer 0.0 0 0.0 0.3 0.3 0.0 0.2
TW Beer Mix 0.3 0 0.0 0.0 0.0 0.0 0.1
Valentine 0.0 0 0.0 0.0 0.0 5.3 0.8
Vizzy Seltzer 0.0 0 0.0 0.3 0.3 0.0 0.2
Water 1.0 100 15.4 0.0 0.0 14.6 3.8
Whisky 0.0 0 0.0 0.0 0.0 0.6 0.1
White Claw Seltzer 0.7 0 0.0 2.1 4.3 0.6 2.1
Wild Basin Seltzer 0.0 0 0.0 0.3 0.3 0.0 0.2
Wine 0.0 0 0.0 0.0 0.0 0.6 0.1
Total 100.0 100 100.0 100.0 100.0 100.0 100.0
n 295.0 16 13.0 375.0 328.0 171.0 1198.0

Drinking Habits

Glory and Shame

This table depicts overall Beerio statistics for all tracked players. So far, we have scored 42,404 points in 569 games.

Scores

Game Figures

Past Nine Days

The first figure depicts Beerio scores over games in the most recent 9 days. Punishments are indicated by a blue shell. Days with only one game are excluded.

Scores Over Games

The next plot pools the data across evenings to show the change in average score for each player as the evening wears on. Points indicate scores for each match, jittered horizontally to reduce overplotting. In a linear model, each additional game is associated with a score difference of -0.45 (95% CI: -0.58, -0.31). The relationship between game and score appears nonlinear, however. Accordingly, the lines on the plot are loess splines of score on game number. These splines represent nonparametric trends–they will, however, tend to be overly flexible with few data points.

Score Distributions

The next plot depicts overall score distributions for each player as a violin–a symmetrical density plot. Wider cross-sections indicate more games with scores in that range. Points indicate scores for each match, jittered horizontally to reduce overplotting. The line inside the violin denotes the median score.

Overall Score Distribution

The last plot depicts the overall score distribution with mean (23.4) and median (22). Green bar sections indicate scores receiving shots.

Round Data

Round-Level Scores

This section depicts the round-level data which contains information on scores in specific maps. Due to difficulty, it may be recorded less frequently than game-level data. The table below shows all recorded rounds.

Player Scores by Course

The next table displays average scores for each player on each course.

Course Info

The next table depicts map-specific average scores with frequencies and percentages played.

Round Figures

Scores Over Rounds

The first plot depicts scores over rounds across all nights. That is, the first round of the second match is treated as round 5. Points are jittered for visibility.

Scores Over Rounds

The next plot facets the above information into separate days. The lines will be somewhat over-fit as individuals only have one data point per round.

Player-Course Score Distributions

The next plot shows the full distribution of scores for each map colored by player. Courses are sorted by their overall mean score–the map with the current highest mean score is Dragon Palace.

Player-Course Score Deviations

The next plot shows differences between each player’s overall average score and their average for the given course. For example, the plot indicates the difference between Neil’s overall average and his Sweet Sweet Kingdom average is -1.

Alternate Deviations

This plot provides an alternate visualization of the same information.